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Prospective validation of a machine learning model for applicator and hybrid interstitial needle selection in high-dose-rate (HDR) cervical brachytherapy.

Kailyn StenhouseMichael RoumeliotisPhilip CiunkiewiczKevin MartellSarah QuirkRobyn BanerjeeCorinne DollTien PhanSvetlana YanushkevichPhilip McGeachy
Published in: Brachytherapy (2024)
In the context of a single institution study, the presented ML model demonstrates valuable decision-support for the applicator and needle selection process with the potential to provide improved dosimetry. Future work will include a multi-center study to assess generalizability.
Keyphrases
  • high dose
  • machine learning
  • low dose
  • deep learning
  • human health